GC=F_B Report

Dataset statistics

Number of variables	7
Number of observations	2425
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	151.6 KiB
Average record size in memory	64.0 B

Variable types

DateTime	1
TimeSeries	5
Numeric	1

Timeseries statistics

Number of series	5
Time series length	2425
Starting point	2010-01-04 00:00:00
Ending point	2019-08-26 00:00:00
Period	1 day, 10 hours and 51 minutes

Alerts

`adj close` is highly overall correlated with `close` and 3 other fields	High correlation
`close` is highly overall correlated with `adj close` and 3 other fields	High correlation
`high` is highly overall correlated with `adj close` and 3 other fields	High correlation
`low` is highly overall correlated with `adj close` and 3 other fields	High correlation
`open` is highly overall correlated with `adj close` and 3 other fields	High correlation
`adj close` is non stationary	Non stationary
`close` is non stationary	Non stationary
`high` is non stationary	Non stationary
`low` is non stationary	Non stationary
`open` is non stationary	Non stationary
`adj close` is seasonal	Seasonal
`close` is seasonal	Seasonal
`high` is seasonal	Seasonal
`low` is seasonal	Seasonal
`open` is seasonal	Seasonal
`Date` has unique values	Unique
`volume` has 32 (1.3%) zeros	Zeros

Reproduction

Analysis started	2026-02-02 00:38:58.495276
Analysis finished	2026-02-02 00:39:01.543623
Duration	3.05 seconds
Software version	ydata-profiling vv4.18.1
Download configuration	config.json

Date
Date

Unique

Distinct	2425
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	37.9 KiB

Minimum	2010-01-04 00:00:00
Maximum	2019-08-26 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

adj close
Numeric time series

High correlation Non stationary Seasonal

Distinct	1865
Distinct (%)	76.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1341.6791
Minimum	1050.8
Maximum	1888.7
Zeros	0
Zeros (%)	0.0%
Memory size	37.9 KiB

Quantile statistics

Minimum	1050.8
5-th percentile	1117.46
Q1	1222.5
median	1289.3
Q3	1404.6
95-th percentile	1719.76
Maximum	1888.7
Range	837.8999
Interquartile range (IQR)	182.09998

Descriptive statistics

Standard deviation	180.11226
Coefficient of variation (CV)	0.13424392
Kurtosis	0.059891613
Mean	1341.6791
Median Absolute Deviation (MAD)	79.199951
Skewness	0.98811718
Sum	3253571.9
Variance	32440.427
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.3288548844

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 14 minutes
std	8 hours, 21 minutes and 10.8 seconds

Value	Count	Frequency (%)
1273.699951	6	0.2%
1313.699951	5	0.2%
1254.300049	4	0.2%
1293.300049	4	0.2%
1253.800049	4	0.2%
1324.699951	4	0.2%
1209.599976	4	0.2%
1251.699951	4	0.2%
1294.699951	4	0.2%
1290.599976	4	0.2%
Other values (1855)	2382	98.2%

Value	Count	Frequency (%)
1050.800049	1	< 0.1%
1052.199951	1	< 0.1%
1054.199951	1	< 0.1%
1056.199951	1	< 0.1%
1060.099976	1	< 0.1%
1060.300049	1	< 0.1%
1061.699951	1	< 0.1%
1062.400024	1	< 0.1%
1062.900024	1	< 0.1%
1063.800049	1	< 0.1%

Value	Count	Frequency (%)
1888.699951	1	< 0.1%
1873.699951	1	< 0.1%
1869.900024	1	< 0.1%
1858.300049	1	< 0.1%
1856.400024	1	< 0.1%
1854.400024	1	< 0.1%
1848.900024	1	< 0.1%
1828.5	1	< 0.1%
1826.800049	1	< 0.1%
1826.699951	1	< 0.1%

ACF and PACF

close
Numeric time series

High correlation Non stationary Seasonal

Distinct	1865
Distinct (%)	76.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1341.6791
Minimum	1050.8
Maximum	1888.7
Zeros	0
Zeros (%)	0.0%
Memory size	37.9 KiB

Quantile statistics

Minimum	1050.8
5-th percentile	1117.46
Q1	1222.5
median	1289.3
Q3	1404.6
95-th percentile	1719.76
Maximum	1888.7
Range	837.8999
Interquartile range (IQR)	182.09998

Descriptive statistics

Standard deviation	180.11226
Coefficient of variation (CV)	0.13424392
Kurtosis	0.059891613
Mean	1341.6791
Median Absolute Deviation (MAD)	79.199951
Skewness	0.98811718
Sum	3253571.9
Variance	32440.427
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.3288548844

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 14 minutes
std	8 hours, 21 minutes and 10.8 seconds

Value	Count	Frequency (%)
1273.699951	6	0.2%
1313.699951	5	0.2%
1254.300049	4	0.2%
1293.300049	4	0.2%
1253.800049	4	0.2%
1324.699951	4	0.2%
1209.599976	4	0.2%
1251.699951	4	0.2%
1294.699951	4	0.2%
1290.599976	4	0.2%
Other values (1855)	2382	98.2%

Value	Count	Frequency (%)
1050.800049	1	< 0.1%
1052.199951	1	< 0.1%
1054.199951	1	< 0.1%
1056.199951	1	< 0.1%
1060.099976	1	< 0.1%
1060.300049	1	< 0.1%
1061.699951	1	< 0.1%
1062.400024	1	< 0.1%
1062.900024	1	< 0.1%
1063.800049	1	< 0.1%

Value	Count	Frequency (%)
1888.699951	1	< 0.1%
1873.699951	1	< 0.1%
1869.900024	1	< 0.1%
1858.300049	1	< 0.1%
1856.400024	1	< 0.1%
1854.400024	1	< 0.1%
1848.900024	1	< 0.1%
1828.5	1	< 0.1%
1826.800049	1	< 0.1%
1826.699951	1	< 0.1%

ACF and PACF

high
Numeric time series

High correlation Non stationary Seasonal

Distinct	1873
Distinct (%)	77.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1348.4797
Minimum	1062
Maximum	1911.6
Zeros	0
Zeros (%)	0.0%
Memory size	37.9 KiB

Quantile statistics

Minimum	1062
5-th percentile	1124.06
Q1	1226.5
median	1293.7
Q3	1413.7
95-th percentile	1728.28
Maximum	1911.6
Range	849.59998
Interquartile range (IQR)	187.19995

Descriptive statistics

Standard deviation	181.87848
Coefficient of variation (CV)	0.13487669
Kurtosis	0.084578926
Mean	1348.4797
Median Absolute Deviation (MAD)	78.899902
Skewness	0.99993222
Sum	3270063.2
Variance	33079.78
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.3364632102

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 14 minutes
std	8 hours, 21 minutes and 10.8 seconds

Value	Count	Frequency (%)
1320.699951	5	0.2%
1236	5	0.2%
1292	4	0.2%
1235.199951	4	0.2%
1247	4	0.2%
1254.5	4	0.2%
1291.599976	4	0.2%
1312	4	0.2%
1245	4	0.2%
1292.699951	4	0.2%
Other values (1863)	2383	98.3%

Value	Count	Frequency (%)
1062	1	< 0.1%
1064.599976	1	< 0.1%
1066.199951	1	< 0.1%
1068.400024	1	< 0.1%
1068.5	1	< 0.1%
1069.5	1	< 0.1%
1070.199951	1	< 0.1%
1070.300049	1	< 0.1%
1071.5	1	< 0.1%
1071.900024	1	< 0.1%

Value	Count	Frequency (%)
1911.599976	1	< 0.1%
1909.300049	1	< 0.1%
1895	1	< 0.1%
1884.199951	1	< 0.1%
1881.300049	1	< 0.1%
1874.400024	1	< 0.1%
1873.699951	1	< 0.1%
1870	1	< 0.1%
1853.099976	1	< 0.1%
1852.400024	1	< 0.1%

ACF and PACF

low
Numeric time series

High correlation Non stationary Seasonal

Distinct	1906
Distinct (%)	78.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1334.5829
Minimum	1045.2
Maximum	1864
Zeros	0
Zeros (%)	0.0%
Memory size	37.9 KiB

Quantile statistics

Minimum	1045.2
5-th percentile	1110
Q1	1216.2
median	1284
Q3	1392.3
95-th percentile	1708.8
Maximum	1864
Range	818.80005
Interquartile range (IQR)	176.1001

Descriptive statistics

Standard deviation	178.28514
Coefficient of variation (CV)	0.13358865
Kurtosis	0.040972845
Mean	1334.5829
Median Absolute Deviation (MAD)	78.699951
Skewness	0.9765484
Sum	3236363.6
Variance	31785.59
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.3272963622

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 14 minutes
std	8 hours, 21 minutes and 10.8 seconds

Value	Count	Frequency (%)
1218.599976	5	0.2%
1244.800049	5	0.2%
1222.199951	5	0.2%
1251	4	0.2%
1326.199951	4	0.2%
1240	4	0.2%
1287.5	4	0.2%
1328.5	4	0.2%
1280.300049	4	0.2%
1224.5	4	0.2%
Other values (1896)	2382	98.2%

Value	Count	Frequency (%)
1045.199951	1	< 0.1%
1046.199951	1	< 0.1%
1049.599976	1	< 0.1%
1050.5	1	< 0.1%
1051.099976	1	< 0.1%
1052.099976	1	< 0.1%
1052.699951	1	< 0.1%
1058.5	1	< 0.1%
1058.699951	1	< 0.1%
1059	1	< 0.1%

Value	Count	Frequency (%)
1864	1	< 0.1%
1858.400024	1	< 0.1%
1835	1	< 0.1%
1830	1	< 0.1%
1828.599976	1	< 0.1%
1824.599976	1	< 0.1%
1823.699951	1	< 0.1%
1814.400024	1	< 0.1%
1811.400024	1	< 0.1%
1809	1	< 0.1%

ACF and PACF

open
Numeric time series

High correlation Non stationary Seasonal

Distinct	1880
Distinct (%)	77.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1341.8887
Minimum	1052.2
Maximum	1909
Zeros	0
Zeros (%)	0.0%
Memory size	37.9 KiB

Quantile statistics

Minimum	1052.2
5-th percentile	1118.02
Q1	1222.6
median	1289.2
Q3	1405.7
95-th percentile	1721.28
Maximum	1909
Range	856.80005
Interquartile range (IQR)	183.09998

Descriptive statistics

Standard deviation	180.35776
Coefficient of variation (CV)	0.1344059
Kurtosis	0.066673429
Mean	1341.8887
Median Absolute Deviation (MAD)	78.799927
Skewness	0.99141199
Sum	3254080.1
Variance	32528.921
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	0.3439015732

Histogram with fixed size bins (bins=50)

Gap statistics

number of gaps	503
min	3 days
max	5 days
mean	3 days, 3 hours and 14 minutes
std	8 hours, 21 minutes and 10.8 seconds

Value	Count	Frequency (%)
1273.5	5	0.2%
1252.699951	5	0.2%
1292.099976	5	0.2%
1279.400024	5	0.2%
1239.300049	4	0.2%
1224.800049	4	0.2%
1256.199951	4	0.2%
1199.699951	4	0.2%
1612.800049	4	0.2%
1268.400024	4	0.2%
Other values (1870)	2381	98.2%

Value	Count	Frequency (%)
1052.199951	1	< 0.1%
1053.699951	1	< 0.1%
1054.400024	1	< 0.1%
1056.5	1	< 0.1%
1061.900024	1	< 0.1%
1063	1	< 0.1%
1063.400024	1	< 0.1%
1064	1	< 0.1%
1064.599976	2	0.1%
1064.800049	1	< 0.1%

Value	Count	Frequency (%)
1909	1	< 0.1%
1886.300049	1	< 0.1%
1868.900024	1	< 0.1%
1868.599976	1	< 0.1%
1858.099976	1	< 0.1%
1852.400024	1	< 0.1%
1843	1	< 0.1%
1839.300049	1	< 0.1%
1833	1	< 0.1%
1830.599976	1	< 0.1%

ACF and PACF

volume
Real number (ℝ)

Zeros

Distinct	903
Distinct (%)	37.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5824.266

Minimum	0
Maximum	386334
Zeros	32
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	37.9 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	35
median	125
Q3	426
95-th percentile	6982.2
Maximum	386334
Range	386334
Interquartile range (IQR)	391

Descriptive statistics

Standard deviation	30588.146
Coefficient of variation (CV)	5.2518457
Kurtosis	48.533645
Mean	5824.266
Median Absolute Deviation (MAD)	110
Skewness	6.6932575
Sum	14123845
Variance	9.3563468 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	32	1.3%
20	25	1.0%
14	24	1.0%
7	23	0.9%
5	23	0.9%
4	23	0.9%
8	23	0.9%
27	22	0.9%
2	22	0.9%
10	21	0.9%
Other values (893)	2187	90.2%

Value	Count	Frequency (%)
0	32	1.3%
1	21	0.9%
2	22	0.9%
3	18	0.7%
4	23	0.9%
5	23	0.9%
6	17	0.7%
7	23	0.9%
8	23	0.9%
9	17	0.7%

Value	Count	Frequency (%)
386334	1	< 0.1%
290889	1	< 0.1%
280546	1	< 0.1%
276136	1	< 0.1%
275442	1	< 0.1%
271457	1	< 0.1%
259050	1	< 0.1%
254428	1	< 0.1%
247168	1	< 0.1%
237497	1	< 0.1%

	adj close	close	high	low	open	volume
adj close	1.000	1.000	0.998	0.998	0.996	0.015
close	1.000	1.000	0.998	0.998	0.996	0.015
high	0.998	0.998	1.000	0.996	0.998	0.027
low	0.998	0.998	0.996	1.000	0.998	0.001
open	0.996	0.996	0.998	0.998	1.000	0.015
volume	0.015	0.015	0.027	0.001	0.015	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Date	adj close	close	high	low	open	volume
2010-01-04	2010-01-04	1117.699951	1117.699951	1122.300049	1097.099976	1117.699951	184
2010-01-05	2010-01-05	1118.099976	1118.099976	1126.500000	1115.000000	1118.099976	53
2010-01-06	2010-01-06	1135.900024	1135.900024	1139.199951	1120.699951	1135.900024	363
2010-01-07	2010-01-07	1133.099976	1133.099976	1133.099976	1129.199951	1133.099976	56
2010-01-08	2010-01-08	1138.199951	1138.199951	1138.199951	1122.699951	1138.199951	54
2010-01-11	2010-01-11	1150.699951	1150.699951	1161.199951	1143.000000	1150.699951	177
2010-01-12	2010-01-12	1128.900024	1128.900024	1157.199951	1127.199951	1128.900024	51
2010-01-13	2010-01-13	1136.400024	1136.400024	1136.400024	1121.000000	1136.400024	58
2010-01-14	2010-01-14	1142.599976	1142.599976	1145.900024	1132.800049	1137.000000	81
2010-01-15	2010-01-15	1130.099976	1130.099976	1133.400024	1127.199951	1132.800049	50

	Date	adj close	close	high	low	open	volume
2019-08-13	2019-08-13	1502.199951	1502.199951	1531.400024	1483.699951	1510.400024	672
2019-08-14	2019-08-14	1515.900024	1515.900024	1520.500000	1497.000000	1500.000000	328
2019-08-15	2019-08-15	1519.599976	1519.599976	1522.699951	1510.599976	1519.800049	87
2019-08-16	2019-08-16	1512.500000	1512.500000	1524.599976	1504.699951	1524.599976	1815
2019-08-19	2019-08-19	1500.400024	1500.400024	1507.599976	1492.900024	1507.199951	205
2019-08-20	2019-08-20	1504.599976	1504.599976	1506.099976	1497.500000	1497.500000	486
2019-08-21	2019-08-21	1504.599976	1504.599976	1505.000000	1498.800049	1504.900024	350
2019-08-22	2019-08-22	1497.300049	1497.300049	1497.300049	1493.800049	1495.099976	686
2019-08-23	2019-08-23	1526.599976	1526.599976	1527.599976	1493.500000	1493.500000	983
2019-08-26	2019-08-26	1526.300049	1526.300049	1543.300049	1524.300049	1543.199951	334

Overview

Interactions

Correlations

Missing values

Sample

Overview

Variables

Interactions

Correlations

Missing values

Sample